{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3d1dd34c-3761-4d91-9055-b3d1115fb9c4",
   "metadata": {},
   "source": [
    "Chapter 11\n",
    "# 用Matplotlib绘制散点图\n",
    "Book_1《编程不难》 | 鸢尾花书：从加减乘除到机器学习 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c446c954-1dcd-4e5a-b678-5c167c7251dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import load_iris\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8976474e-5111-46b1-b4e9-625cff72aa24",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载鸢尾花数据集\n",
    "iris = load_iris()\n",
    "\n",
    "# 提取花萼长度和花萼宽度作为变量\n",
    "sepal_length = iris.data[:, 0]\n",
    "sepal_width = iris.data[:, 1]\n",
    "target = iris.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a2cb5a06-d21a-4251-9c64-59d84ce0c743",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "# 创建散点图\n",
    "plt.scatter(sepal_length, sepal_width, c=target, cmap='rainbow')\n",
    "\n",
    "# 添加标题和轴标签\n",
    "plt.title('Iris sepal length vs width')\n",
    "plt.xlabel('Sepal length (cm)')\n",
    "plt.ylabel('Sepal width (cm)')\n",
    "\n",
    "# 设置横纵轴刻度\n",
    "ax.set_xticks(np.arange(4, 8 + 1, step=1))\n",
    "ax.set_yticks(np.arange(1, 5 + 1, step=1))\n",
    "\n",
    "# 设定横纵轴尺度1:1\n",
    "ax.axis('scaled')\n",
    "\n",
    "# 增加刻度网格，颜色为浅灰\n",
    "ax.grid(linestyle='--', linewidth=0.25, color=[0.7,0.7,0.7])\n",
    "\n",
    "# 设置横纵轴范围\n",
    "ax.set_xbound(lower = 4, upper = 8)\n",
    "ax.set_ybound(lower = 1, upper = 5)\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
